{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Standard marxan output analysis \n",
    "### Based on the British Columbia example (Pacmara Tutorial)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Date: 26 Jan 2021  \n",
    "Author: Tamara"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Requirements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run marxan_utils.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "MARXAN_FOLDER = '/home/jovyan/work/datasets/raw/demo_British_Columbia/British_Columbia'\n",
    "MARXAN_INPUTDATA = 'input.dat'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "## INPUT FILES used to RUN marxan\n",
    "pu_area = gpd.read_file(f'{MARXAN_FOLDER}/pu/pulayer.shp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pu_area.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. BLM calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m --> Running BLM_0.001...\u001b[0m\n",
      "Marxan v 4.0.5\n",
      "\n",
      "Spatial Prioritization via Annealing\n",
      "\n",
      "Coded by Ian Ball, modified by Matthew Watts\n",
      "Written by Ian Ball and Hugh Possingham\n",
      "\n",
      "Marxan website\n",
      "\n",
      "https://marxansolutions.org/\n",
      "\n",
      "Running multithreaded over number of threads: 4\n",
      "\n",
      "Best run: 6 Best score: 1.37203e+06\n",
      "\u001b[1m --> Running BLM_0.01...\u001b[0m\n",
      "Marxan v 4.0.5\n",
      "\n",
      "Spatial Prioritization via Annealing\n",
      "\n",
      "Coded by Ian Ball, modified by Matthew Watts\n",
      "Written by Ian Ball and Hugh Possingham\n",
      "\n",
      "Marxan website\n",
      "\n",
      "https://marxansolutions.org/\n",
      "\n",
      "Running multithreaded over number of threads: 4\n",
      "\n",
      "Best run: 7 Best score: 1.5821e+06\n",
      "\u001b[1m --> Running BLM_0.1...\u001b[0m\n",
      "Marxan v 4.0.5\n",
      "\n",
      "Spatial Prioritization via Annealing\n",
      "\n",
      "Coded by Ian Ball, modified by Matthew Watts\n",
      "Written by Ian Ball and Hugh Possingham\n",
      "\n",
      "Marxan website\n",
      "\n",
      "https://marxansolutions.org/\n",
      "\n",
      "Running multithreaded over number of threads: 4\n",
      "\n",
      "Best run: 6 Best score: 2.43185e+06\n",
      "\u001b[1m --> Running BLM_1...\u001b[0m\n",
      "Marxan v 4.0.5\n",
      "\n",
      "Spatial Prioritization via Annealing\n",
      "\n",
      "Coded by Ian Ball, modified by Matthew Watts\n",
      "Written by Ian Ball and Hugh Possingham\n",
      "\n",
      "Marxan website\n",
      "\n",
      "https://marxansolutions.org/\n",
      "\n",
      "Running multithreaded over number of threads: 4\n",
      "\n",
      "Best run: 3 Best score: 8.82805e+06\n",
      "\u001b[1m --> Running BLM_10...\u001b[0m\n",
      "Marxan v 4.0.5\n",
      "\n",
      "Spatial Prioritization via Annealing\n",
      "\n",
      "Coded by Ian Ball, modified by Matthew Watts\n",
      "\u001b[1m --> Running BLM_100...\u001b[0m\n",
      "Marxan v 4.0.5\n",
      "\n",
      "Spatial Prioritization via Annealing\n",
      "\n",
      "Coded by Ian Ball, modified by Matthew Watts\n",
      "Written by Ian Ball and Hugh Possingham\n",
      "\n",
      "Marxan website\n",
      "\n",
      "https://marxansolutions.org/\n",
      "\n",
      "Running multithreaded over number of threads: 4\n",
      "\n",
      "Best run: 5 Best score: 4.92903e+08\n",
      "The optimun BLM is 0.2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid_file_path = f'{MARXAN_FOLDER}/pu/pulayer.shp'\n",
    "blm = BLM_calibration(MARXAN_FOLDER,'input.dat',grid_file_path )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotClumping(MARXAN_FOLDER,'input.dat',grid_file_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Execute Marxan "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "pumock = modify_pu_status(MARXAN_FOLDER,MARXAN_INPUTDATA,percentage= 0.5, lock_out =True)\n",
    "\n",
    "userInput = readInput(MARXAN_FOLDER,MARXAN_INPUTDATA)\n",
    "userInput.BLM = blm\n",
    "userInput.PUNAME = 'pumock.dat'\n",
    "userInput.OUTPUTDIR = 'output_mock'\n",
    "os.mkdir(f'{MARXAN_FOLDER}/{userInput.OUTPUTDIR}')\n",
    "saveInput(MARXAN_FOLDER,MARXAN_INPUTDATA,userInput)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "execute_marxan(MARXAN_FOLDER)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SCENARIO OUTPUTS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1) Best solution/Indivdual solutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Intersect best (or any individual solution) with PU grid\n",
    "best = validateFile(MARXAN_FOLDER,'input.dat',OutputRun)\n",
    "sol_grid = pu_area.merge(best,left_on='PUID',right_on = 'PUID',how='inner')\n",
    "sol_grid.plot(column='SOLUTION', legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2) Frequency map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Intersect with PU grid\n",
    "freq = validateFile(MARXAN_FOLDER,'input.dat',OutputSsoln)\n",
    "freq_grid = pu_area.merge(freq,left_on='PUID',right_on = 'planning_unit',how='inner')\n",
    "freq_grid.plot(column='number', legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Compare with cost surface\n",
    "cost = pu_area.merge(pu,left_on='PUID',right_on = 'id',how='inner')\n",
    "cost.plot(column='cost',legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3) 5 most different solutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall best solution is 9\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[27, 15, 29, 61, 9]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bestsols= clusterSolutions(MARXAN_FOLDER,MARXAN_INPUTDATA,k=5)\n",
    "bestsols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(10, 10))\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "\n",
    "for idx, sol in enumerate(bestsols):\n",
    "    axn = fig.add_subplot(321+idx)\n",
    "    solution = pd.read_csv(f\"{MARXAN_FOLDER}/output/output_r{str(sol).zfill(5)}.csv\")\n",
    "    solution_grid = pu_area.merge(solution,left_on='PUID',right_on = 'PUID',how='inner')\n",
    "    solution_grid.plot(ax=axn,column='SOLUTION', legend=True)\n",
    "    axn.set_title(f'SOLUTION = {sol}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Summary info 5 most different solutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Run_Number</th>\n",
       "      <th>Score</th>\n",
       "      <th>Cost</th>\n",
       "      <th>Planning_Units</th>\n",
       "      <th>Connectivity</th>\n",
       "      <th>Connectivity_Total</th>\n",
       "      <th>Connectivity_In</th>\n",
       "      <th>Connectivity_Edge</th>\n",
       "      <th>Connectivity_Out</th>\n",
       "      <th>Connectivity_In_Fraction</th>\n",
       "      <th>Penalty</th>\n",
       "      <th>Shortfall</th>\n",
       "      <th>Missing_Values</th>\n",
       "      <th>MPM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>2.641992e+06</td>\n",
       "      <td>1427496.0</td>\n",
       "      <td>3339</td>\n",
       "      <td>4048000.0</td>\n",
       "      <td>51664000.0</td>\n",
       "      <td>11332000.0</td>\n",
       "      <td>4048000.0</td>\n",
       "      <td>36284000.0</td>\n",
       "      <td>0.219340</td>\n",
       "      <td>95.822087</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>2.862352e+06</td>\n",
       "      <td>1451172.0</td>\n",
       "      <td>3327</td>\n",
       "      <td>4700000.0</td>\n",
       "      <td>51664000.0</td>\n",
       "      <td>10958000.0</td>\n",
       "      <td>4700000.0</td>\n",
       "      <td>36006000.0</td>\n",
       "      <td>0.212101</td>\n",
       "      <td>1179.801639</td>\n",
       "      <td>319000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.959233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>2.854461e+06</td>\n",
       "      <td>1445488.0</td>\n",
       "      <td>3311</td>\n",
       "      <td>4692000.0</td>\n",
       "      <td>51664000.0</td>\n",
       "      <td>10898000.0</td>\n",
       "      <td>4692000.0</td>\n",
       "      <td>36074000.0</td>\n",
       "      <td>0.210940</td>\n",
       "      <td>1372.958405</td>\n",
       "      <td>134000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.980952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>2.895656e+06</td>\n",
       "      <td>1441900.0</td>\n",
       "      <td>3328</td>\n",
       "      <td>4844000.0</td>\n",
       "      <td>51664000.0</td>\n",
       "      <td>10890000.0</td>\n",
       "      <td>4844000.0</td>\n",
       "      <td>35930000.0</td>\n",
       "      <td>0.210785</td>\n",
       "      <td>556.229592</td>\n",
       "      <td>320000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.998435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>61</td>\n",
       "      <td>2.839264e+06</td>\n",
       "      <td>1438500.0</td>\n",
       "      <td>3313</td>\n",
       "      <td>4664000.0</td>\n",
       "      <td>51664000.0</td>\n",
       "      <td>10920000.0</td>\n",
       "      <td>4664000.0</td>\n",
       "      <td>36080000.0</td>\n",
       "      <td>0.211366</td>\n",
       "      <td>1564.473609</td>\n",
       "      <td>79000.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.942857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Run_Number         Score       Cost  Planning_Units  Connectivity  \\\n",
       "8            9  2.641992e+06  1427496.0            3339     4048000.0   \n",
       "14          15  2.862352e+06  1451172.0            3327     4700000.0   \n",
       "26          27  2.854461e+06  1445488.0            3311     4692000.0   \n",
       "28          29  2.895656e+06  1441900.0            3328     4844000.0   \n",
       "60          61  2.839264e+06  1438500.0            3313     4664000.0   \n",
       "\n",
       "    Connectivity_Total  Connectivity_In  Connectivity_Edge  Connectivity_Out  \\\n",
       "8           51664000.0       11332000.0          4048000.0        36284000.0   \n",
       "14          51664000.0       10958000.0          4700000.0        36006000.0   \n",
       "26          51664000.0       10898000.0          4692000.0        36074000.0   \n",
       "28          51664000.0       10890000.0          4844000.0        35930000.0   \n",
       "60          51664000.0       10920000.0          4664000.0        36080000.0   \n",
       "\n",
       "    Connectivity_In_Fraction      Penalty  Shortfall  Missing_Values       MPM  \n",
       "8                   0.219340    95.822087    40000.0               0  0.999739  \n",
       "14                  0.212101  1179.801639   319000.0               0  0.959233  \n",
       "26                  0.210940  1372.958405   134000.0               0  0.980952  \n",
       "28                  0.210785   556.229592   320000.0               0  0.998435  \n",
       "60                  0.211366  1564.473609    79000.0               1  0.942857  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary = validateFile(MARXAN_FOLDER,'input.dat',OutputSum)\n",
    "sum_diff =summary[summary['Run_Number'].isin(bestsols)]\n",
    "sum_diff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4) GAP Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = gapAnalysis(MARXAN_FOLDER, 'input.dat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, anx = plt.subplots(nrows=1, ncols=2,figsize=(10,10), constrained_layout=True)\n",
    "plotGap(df, 'Pre-Marxan', anx[0], post_marxan=False)\n",
    "plotGap(df, 'Post-Marxan', anx[1], post_marxan=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'None': 'All targets met'}"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unmetDecisionTree(MARXAN_FOLDER, 'input.dat',\n",
    "                      lock_out_limit=50, \n",
    "                      high_cost_quantile= 0.7, \n",
    "                      hcost_limit=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
